org.neuroph.nnet
Class Perceptron

java.lang.Object
  java.util.Observable
      org.neuroph.core.NeuralNetwork
          org.neuroph.nnet.Perceptron

All Implemented Interfaces:

java.io.Serializable, java.lang.Runnable

public class Perceptron
extends NeuralNetwork

Perceptron neural network with some LMS based learning algorithm.

See Also:

PerceptronLearning, BinaryDeltaRule, SigmoidDeltaRule, Serialized Form

Constructor Summary

Perceptron(int inputNeuronsCount, int outputNeuronsCount)
Creates new Perceptron with specified number of neurons in input and output layer, with Step trqansfer function

Perceptron(int inputNeuronsCount, int outputNeuronsCount, TransferFunctionType transferFunctionType)
Creates new Perceptron with specified number of neurons in input and output layer, and specified transfer function

Method Summary

Methods inherited from class org.neuroph.core.NeuralNetwork

addLayer, addLayer, addPlugin, calculate, createConnection, getInputNeurons, getLayerAt, getLayers, getLayersCount, getLayersIterator, getLearningRule, getLearningThread, getNetworkType, getOutput, getOutputAsArray, getOutputNeurons, getPlugin, indexOf, initializeWeights, initializeWeights, initializeWeights, learn, learnInNewThread, learnInNewThread, learnInSameThread, learnInSameThread, load, load, notifyChange, pauseLearning, randomizeWeights, removeLayer, removeLayerAt, removePlugin, reset, resumeLearning, run, save, setInput, setInput, setInputNeurons, setLearningRule, setNetworkType, setOutputNeurons, stopLearning, toString

Methods inherited from class java.util.Observable

addObserver, clearChanged, countObservers, deleteObserver, deleteObservers, hasChanged, notifyObservers, notifyObservers, setChanged

Methods inherited from class java.lang.Object

clone, equals, finalize, getClass, hashCode, notify, notifyAll, wait, wait, wait

Constructor Detail

Perceptron

public Perceptron(int inputNeuronsCount,
                  int outputNeuronsCount)

Creates new Perceptron with specified number of neurons in input and output layer, with Step trqansfer function

Parameters:

inputNeuronsCount - number of neurons in input layer

outputNeuronsCount - number of neurons in output layer

Perceptron

public Perceptron(int inputNeuronsCount,
                  int outputNeuronsCount,
                  TransferFunctionType transferFunctionType)

Creates new Perceptron with specified number of neurons in input and output layer, and specified transfer function

Parameters:

inputNeuronsCount - number of neurons in input layer

outputNeuronsCount - number of neurons in output layer

transferFunctionType - transfer function type